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Automation Risk Analysis

Will “Dairy Grazier” be Automated?

Historical Context: Oxford Study (2013)

Ranked #137 of 702. Estimated risk: 4.7%

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AI Exposure Risk

51%

“Dairy Grazier” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 51% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

51%

“Dairy Grazier” will maybe be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 51% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Farmers, Ranchers, and Other Agricultural Managers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Plan, direct, or coordinate the management or operation of farms, ranches, greenhouses, aquacultural operations, nurseries, timber tracts, or other agricultural establishments. May hire, train, and supervise farm workers or contract for services to carry out the day-to-day activities of the managed operation. May engage in or supervise planting, cultivating, harvesting, and financial and marketing activities.

Avg. Annual Salary $97,240
Avg. Hourly Wage $46.75
Available Jobs (US) 5,910
Job Title & Hierarchy Code (SOC) Farmers, Ranchers, and Other Agricultural Managers #11-9013
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Farmers, Ranchers, and Other Agricultural Managers”

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Core Skills & Abilities

  • Coordinate clerical, record-keeping, inventory, requisitioning, and marketing activities.

  • Collect and record growth, production, and environmental data.

  • Monitor environments to ensure maintenance of optimum animal or plant life.

  • Direct the breeding or raising of stock, such as cattle, poultry, or honeybees, using recognized breeding practices to ensure stock improvement.

  • Determine plant growing conditions, such as greenhouses, hydroponics, or natural settings, and set planting and care schedules.

  • Hire, supervise, and train support workers.

  • Manage nurseries that grow horticultural plants for sale to trade or retail customers, for display or exhibition, or for research.

  • Negotiate with buyers for the sale, storage, or shipment of crops or livestock.

  • Direct and monitor the transfer of mature fish to lakes, ponds, streams, or commercial tanks.

  • Direct and monitor trapping and spawning of fish, egg incubation, and fry rearing, applying knowledge of management and fish culturing techniques.

  • Analyze market conditions to determine acreage allocations.

  • Determine how to allocate resources and to respond to unanticipated problems, such as insect infestation, drought, and fire.

  • Obtain financing for and purchase necessary machinery, land, supplies, or livestock.

  • Determine, administer, and execute policies relating to operations administration and standards, facility maintenance, and safety.

  • Analyze soil to determine types or quantities of fertilizer required for maximum crop production.

  • Monitor activities, such as irrigation, chemical application, harvesting, milking, breeding, and grading, to ensure adherence to safety regulations or standards.

  • Devise and participate in activities to improve fish hatching and growth rates, and to prevent disease in hatcheries.

  • Position and regulate plant irrigation systems, and program environmental and irrigation control computers.

  • Provide information to customers on the care of trees, shrubs, flowers, plants, and lawns.

  • Conduct or supervise stock examinations to identify diseases or parasites.

  • Inspect facilities and equipment for signs of disrepair, and perform necessary maintenance work.

  • Coordinate the selection and maintenance of brood stock.

  • Prepare reports required by state and federal laws.

  • Determine types or quantities of crops, plants, or livestock to be grown and raised, based on budgets, federal incentives, market conditions, executive directives, projected sales volumes, or soil conditions.

  • Maintain financial, operational, production, or employment records for farms or ranches.

  • Conduct inspections to determine crop maturity or condition or to detect disease or insect infestation.

  • Replace chemical insecticides with environmentally friendly practices, such as adding pest-repelling plants to fields.

  • Direct crop production operations, such as planning, tilling, planting, fertilizing, cultivating, spraying, and harvesting.

  • Evaluate marketing or sales alternatives for products.

  • Supervise the construction of farm or ranch structures, such as buildings, fences, drainage systems, wells, or roads.

Technologies & Software

  • Custom Software Group CSG AgroSys
  • Word processing software
  • Gemini (Google)
  • ProducePak Mobile Farm Management
  • Microsoft Excel
  • Fish stocking databases
  • Farm Files Livestock
  • Farm Files Crops
  • Microsoft Visio
  • SST Development Group SSToolbox
  • International Response Technologies CowChip - Ranch House
  • EZ-Ranch
  • KELTEC Systems HerdMaster
  • CDA International Manifold System
  • Innovative Software Solutions Picas
  • Microsoft Outlook
  • Kimi (Moonshot AI)
  • Gemini for Workspace
  • Fireflies.ai
  • AgData Blue Skies Accounting
  • Trimble AgGPS EZ-Map
  • Argos Software ABECAS Insight
  • Notion AI
  • MapInfo
  • Email software
  • Otter.ai
  • Farm Business Software Systems Smart Feeder
  • Mistral (Mistral AI)
  • Red Wing Software CenterPoint Accounting for Agriculture
  • PigCHAMP Care 3000
  • Facebook
  • Sunrise Software CropSave
  • Midwest MicroSystems Cow Sense
  • i.Agri LandMark Farm
  • Microsoft PowerPoint
  • Ag Connections Land.db
  • Llama (Meta)
  • Specialized Data Systems Ultra Farm
  • Advanced Veterinary Services Ranch Vision
  • Grok (xAI)
  • Datatech The Farmer's Office
  • Payroll software
  • Microsoft Access
  • Microsoft Office software
  • Claude (Anthropic)
  • Microsoft Word
  • CattleWorks
  • Ag Leader Technology SMS Advanced
  • Vertical Solutions Easy-Farm Accounting
  • Agevo Farm Manager
  • Web browser software
  • Trimble Farm Works
  • Perplexity AI
  • AgriSoft/CMC AgriSoft/ERP
  • Hatchery database systems
  • Microsoft Copilot
  • John Deere Apex Farm Management
  • ZedX AgFleet
  • Brihzon Solutions SMART Dairy Resource Planning
  • Geographic resources analysis support system GRASS
  • AGCO Advanced Technology Solutions Fieldstar
  • Statistical analysis software
  • ESRI ArcPad
  • Atlassian Confluence
  • Global positioning system GPS software
  • Geographic information system GIS systems
  • TapLogic FarmLogic
  • SAP software
  • Accutech Systems Corporation AccuFarm-MGR
  • Lion Edge Technologies Ranch Manager
  • Stenco Technologies Farm Trends
  • Staff scheduling software
  • TatukGIS Editor
  • Pear Technology Fieldman Farmer
  • AquaSoft Farm Manager
  • Sanders Software Consulting FarmBooks
  • Cattlesoft CattleMax
  • Alua Software Paddock Pro
  • DIVA-GIS
  • Countryside Data Ag Payroll
  • Nova (Amazon)
  • ChatGPT (OpenAI)
  • Motion (AI Scheduler)
  • Time reporting software
  • Delta Data Systems AGIS
  • AgTerra Technologies AgTrac
  • Oracle NetSuite
  • DeepSeek
  • SST Development Group Stratus
  • Resource planning software
  • Adobe Photoshop
  • Qwen (Alibaba)
  • Global Mapper Software Global Mapper
  • Napkin AI
  • MapShots EASi Suite
  • Utility knives
  • Fish egg sorters
  • Manure spreaders
  • Dip nets
  • Gardening shovels
  • Spray attachments
  • Portable air compressors
  • pH indicators
  • Power augers
  • Backhoe attachments
  • Phillips screwdrivers
  • Grain scales
  • Humidifiers
  • Biological filters
  • Farm tractors
  • Multipurpose tractors
  • Multipurpose pliers
  • Hay trucks
  • Chemical sprayers
  • Field cultivators
  • Carbon dioxide systems
  • Tubing cutters
  • Bench scales
  • Power nail pullers
  • Drip emitters
  • Powered trailers
  • Turbine water pumps
  • Artificial insemination kits
  • Fertigation equipment
  • Claw hammers
  • Bar code readers
  • Fish holding pens
  • Screen filters
  • Four wheel drive 4WD trucks
  • Dump trucks
  • Power mowers
  • Hay balers
  • Fertilizer injectors
  • Round metal files
  • Water level monitors
  • Weedeaters
  • Animal feeders
  • Extension ladders
  • Water filters
  • Soil electrical conductivity measurement devices
  • Garden hoes
  • Fish crowders
  • Drainage pumps
  • Mulch spreaders
  • Handsaws
  • Belt conveyor systems
  • Impact sprinklers
  • Portable welding equipment
  • Fish traps
  • Pruning tools
  • Milking equipment
  • Layout squares
  • Grain combines
  • Laptop computers
  • Pipe wrenches
  • Safety gloves
  • Fish incubators
  • Cage nets
  • Portable power saws
  • Seine reels
  • Line cutters
  • Ozone generators
  • Steam sterilizers
  • Security alarm systems
  • Overhead sprinklers
  • Aeration pumps
  • Skid steer machines
  • Global positioning system GPS receivers
  • Grain dryers
  • Lawn mowers
  • Air compression equipment
  • Egg gathering equipment
  • Soil thermometers
  • Dew point meters
  • Transplanting equipment
  • Pop-up sprinklers
  • Animal vaccination syringes
  • Handheld computers
  • Chipping equipment
  • Mist control systems
  • Tablet computers
  • Grain drills
  • Personal computers
  • Power nail guns
  • Digital flowmeters
  • Straight screwdrivers
  • Fish graders
  • Forklifts
  • Fry nets
  • Aquaculture tanks
  • Electric timing devices
  • Fumigation equipment
  • Light evaluation meters
  • Fish feeders
  • Temperature monitors
  • Fish transfer pumps
  • Handheld dissolved oxygen meters
  • Field watering systems
  • Adjustable widemouth pliers
  • Farm trucks
  • Branding equipment
  • Snow blowers
  • Oil dispensing cans
  • Adjustable hand wrenches
  • pH probes
  • Aerosol foggers
  • Mowing equipment
  • Stereo light microscopes
  • Utility forklifts
  • Poultry incubators
  • Grease guns
  • Water test kits
  • Pneumatic cutters
  • Portable dataloggers
  • Fish collection nets
  • Woodworking chisels
  • Desktop computers
  • Hay mowing machines
  • Animal blood collection syringes
  • Snowplow attachments
  • Fish counters
  • Fish egg counters
  • Hacksaws
  • Extended pole pruners
  • Cordless power drills
  • Backhoes
  • Clockwork belt feeders
  • Soil pasteurizers
  • Composting equipment
  • Tanker trucks
  • Propane torches
  • Power monitors
  • Tongue and groove pliers
  • Soil mixers
  • Lawn edgers
  • Animal transportation trailers
  • Trenchers
  • Materials conveyors
  • Circular saws
  • Brush mowers
  • Ultraviolet light UV water disinfection systems
  • Mechanized tilling equipment
  • Radiant heaters
  • Centrifugal water pumps
  • Humidity meters
  • Sport utility vehicles SUVs
  • Hydroponic equipment
  • Corn pickers
  • Chain saws
  • Gas-powered generators
  • Trickle irrigators
  • Livestock castration equipment
  • Microsprinklers
  • Pneumatic pruners

Alternative Job Titles